Pandas Profiling Report: Processed Dataset

Dataset statistics

Number of variables	17
Number of observations	30135
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	696
Duplicate rows (%)	2.3%
Total size in memory	3.9 MiB
Average record size in memory	136.0 B

Variable types

Numeric	15
Categorical	2

Alerts

Dataset has 696 (2.3%) duplicate rows	Duplicates
`Temperature` is highly overall correlated with `Feels Like`	High correlation
`Feels Like` is highly overall correlated with `Temperature`	High correlation
`Clouds` is highly overall correlated with `Weather Main`	High correlation
`Rain 1h` is highly overall correlated with `Weather Severity`	High correlation
`Snow 1h` is highly overall correlated with `Weather Main`	High correlation
`Departure Gate` is highly overall correlated with `Arrival IATA Code`	High correlation
`Arrival IATA Code` is highly overall correlated with `Departure Gate`	High correlation
`Weather Main` is highly overall correlated with `Clouds` and 2 other fields	High correlation
`Weather Severity` is highly overall correlated with `Rain 1h` and 1 other fields	High correlation
`Weather Main` has 3154 (10.5%) zeros	Zeros
`Weekday of Departure` has 3990 (13.2%) zeros	Zeros

Reproduction

Analysis started	2024-02-21 19:48:58.035281
Analysis finished	2024-02-21 19:49:30.154690
Duration	32.12 seconds
Software version	ydata-profiling vv4.6.1
Download configuration	config.json

Departure Delay (min)
Real number (ℝ)

Distinct	240
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5090339 × 10^-17

Minimum	-0.86635383
Maximum	44.336026
Zeros	0
Zeros (%)	0.0%
Negative	18487
Negative (%)	61.3%
Memory size	235.6 KiB

Quantile statistics

Minimum	-0.86635383
5-th percentile	-0.83631903
Q1	-0.44586658
median	-0.17555335
Q3	0.21489909
95-th percentile	1.0859084
Maximum	44.336026
Range	45.202379
Interquartile range (IQR)	0.66076568

Descriptive statistics

Standard deviation	1.0000166
Coefficient of variation (CV)	6.6268665 × 10¹⁶
Kurtosis	488.56126
Mean	1.5090339 × 10^-17
Median Absolute Deviation (MAD)	0.30034804
Skewness	14.842578
Sum	3.4106051 × 10^-13
Variance	1.0000332
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.8663538346	1471	4.9%
-0.2356229594	994	3.3%
-0.4158317809	917	3.0%
-0.3857969773	911	3.0%
-0.265657763	904	3.0%
-0.4458665845	850	2.8%
-0.475901388	835	2.8%
0.03469027289	818	2.7%
-0.115483745	813	2.7%
-0.3257273701	811	2.7%
Other values (230)	20811	69.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.8663538346	1471	4.9%
-0.8363190311	95	0.3%
-0.8062842275	133	0.4%
-0.7762494239	182	0.6%
-0.7462146203	223	0.7%
-0.7161798167	274	0.9%
-0.6861450131	309	1.0%
-0.6561102096	363	1.2%
-0.626075406	402	1.3%
-0.5960406024	501	1.7%

Value	Count	Frequency (%)
44.33602556	1	< 0.1%
43.22473783	1	< 0.1%
42.38376333	1	< 0.1%
35.4757585	1	< 0.1%
32.02175609	1	< 0.1%
24.36288118	1	< 0.1%
22.56079296	1	< 0.1%
20.15800867	1	< 0.1%
19.85766064	1	< 0.1%
14.30122198	1	< 0.1%

Temperature
Real number (ℝ)

HIGH CORRELATION

Distinct	1547
Distinct (%)	5.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-7.5451693 × 10^-18

Minimum	-2.4771146
Maximum	3.2709554
Zeros	0
Zeros (%)	0.0%
Negative	16857
Negative (%)	55.9%
Memory size	235.6 KiB

Quantile statistics

Minimum	-2.4771146
5-th percentile	-1.5230438
Q1	-0.72266463
median	-0.098439826
Q3	0.59553737
95-th percentile	1.765486
Maximum	3.2709554
Range	5.7480701
Interquartile range (IQR)	1.318202

Descriptive statistics

Standard deviation	1.0000166
Coefficient of variation (CV)	-1.3253733 × 10¹⁷
Kurtosis	0.36232533
Mean	-7.5451693 × 10^-18
Median Absolute Deviation (MAD)	0.66205661
Skewness	0.52139409
Sum	-6.3948846 × 10^-13
Variance	1.0000332
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.526590511	151	0.5%
-1.644814905	129	0.4%
-0.2615894899	114	0.4%
-1.053692933	104	0.3%
-0.3691736889	100	0.3%
-0.344346566	92	0.3%
-0.1339071439	91	0.3%
-0.2970568082	89	0.3%
-1.136450009	77	0.3%
-0.2273044155	77	0.3%
Other values (1537)	29111	96.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.477114643	4	< 0.1%
-2.471203423	5	< 0.1%
-2.448740788	19	0.1%
-2.40145103	15	< 0.1%
-2.367165956	5	< 0.1%
-2.335245369	1	< 0.1%
-2.329334149	12	< 0.1%
-2.32342293	27	0.1%
-2.310418246	34	0.1%
-2.296231319	30	0.1%

Value	Count	Frequency (%)
3.270955417	17	0.1%
3.235488099	11	< 0.1%
3.220118928	31	0.1%
3.1279039	32	0.1%
3.126721656	23	0.1%
3.051058044	17	0.1%
3.042782336	18	0.1%
3.040417848	24	0.1%
3.019137457	11	< 0.1%
3.017955213	28	0.1%

Feels Like
Real number (ℝ)

HIGH CORRELATION

Distinct	1654
Distinct (%)	5.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.6976631 × 10^-17

Minimum	-2.4489174
Maximum	3.0999136
Zeros	0
Zeros (%)	0.0%
Negative	16437
Negative (%)	54.5%
Memory size	235.6 KiB

Quantile statistics

Minimum	-2.4489174
5-th percentile	-1.5400485
Q1	-0.70364754
median	-0.069552944
Q3	0.59876264
95-th percentile	1.7572434
Maximum	3.0999136
Range	5.548831
Interquartile range (IQR)	1.3024102

Descriptive statistics

Standard deviation	1.0000166
Coefficient of variation (CV)	-5.890548 × 10¹⁶
Kurtosis	0.12427359
Mean	-1.6976631 × 10^-17
Median Absolute Deviation (MAD)	0.65321809
Skewness	0.42604596
Sum	-2.2737368 × 10^-13
Variance	1.0000332
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.004130485025	99	0.3%
-1.733296396	87	0.3%
-0.9431943938	86	0.3%
0.01801250103	76	0.3%
-0.05042945588	73	0.2%
0.2807088357	72	0.2%
-0.6100431036	71	0.2%
0.06129197379	70	0.2%
-0.3252037829	68	0.2%
-1.595405983	66	0.2%
Other values (1644)	29367	97.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.448917446	5	< 0.1%
-2.3623585	27	0.1%
-2.31605953	14	< 0.1%
-2.309014034	22	0.1%
-2.301968538	4	< 0.1%
-2.294923043	12	< 0.1%
-2.278819053	48	0.2%
-2.271773557	5	< 0.1%
-2.259695565	11	< 0.1%
-2.230507083	15	< 0.1%

Value	Count	Frequency (%)
3.099913561	17	0.1%
3.079783574	31	0.1%
3.052608091	11	< 0.1%
3.040530098	23	0.1%
2.995237627	32	0.1%
2.953971153	28	0.1%
2.950951655	18	0.1%
2.936860663	17	0.1%
2.927802169	11	< 0.1%
2.92578917	20	0.1%

Pressure
Real number (ℝ)

Distinct	82
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-4.3674888 × 10^-15

Minimum	-3.447809
Maximum	2.196717
Zeros	0
Zeros (%)	0.0%
Negative	13755
Negative (%)	45.6%
Memory size	235.6 KiB

Quantile statistics

Minimum	-3.447809
5-th percentile	-1.6960595
Q1	-0.625546
median	0.1530093
Q3	0.63960637
95-th percentile	1.5446769
Maximum	2.196717
Range	5.6445259
Interquartile range (IQR)	1.2651524

Descriptive statistics

Standard deviation	1.0000166
Coefficient of variation (CV)	-2.2896832 × 10¹⁴
Kurtosis	0.5410609
Mean	-4.3674888 × 10^-15
Median Absolute Deviation (MAD)	0.58391648
Skewness	-0.5482821
Sum	-1.3164936 × 10^-10
Variance	1.0000332
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3476481303	1751	5.8%
0.2503287174	1531	5.1%
0.4449675432	1406	4.7%
0.7369257819	1192	4.0%
-0.33358776	1183	3.9%
0.1530093045	1174	3.9%
-0.4309071729	1108	3.7%
0.639606369	1090	3.6%
0.05568989161	1032	3.4%
0.5422869561	1029	3.4%
Other values (72)	17639	58.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.447808973	111	0.4%
-3.35048956	90	0.3%
-3.253170147	26	0.1%
-3.155850734	48	0.2%
-3.058531321	52	0.2%
-2.961211908	31	0.1%
-2.863892495	3	< 0.1%
-2.766573082	45	0.1%
-2.66925367	87	0.3%
-2.571934257	51	0.2%

Value	Count	Frequency (%)
2.196716975	33	0.1%
2.099397562	42	0.1%
2.00207815	78	0.3%
1.904758737	388	1.3%
1.807439324	525	1.7%
1.710119911	292	1.0%
1.612800498	149	0.5%
1.515481085	209	0.7%
1.418161672	331	1.1%
1.320842259	528	1.8%

Humidity
Real number (ℝ)

Distinct	82
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-2.4187646 × 10^-16

Minimum	-3.3052405
Maximum	1.8358394
Zeros	0
Zeros (%)	0.0%
Negative	13957
Negative (%)	46.3%
Memory size	235.6 KiB

Quantile statistics

Minimum	-3.3052405
5-th percentile	-1.7367754
Q1	-0.69113204
median	0.093100486
Q3	0.79019607
95-th percentile	1.4001547
Maximum	1.8358394
Range	5.1410799
Interquartile range (IQR)	1.4813281

Descriptive statistics

Standard deviation	1.0000166
Coefficient of variation (CV)	-4.1344105 × 10¹⁵
Kurtosis	-0.48301053
Mean	-2.4187646 × 10^-16
Median Absolute Deviation (MAD)	0.78423253
Skewness	-0.35990421
Sum	-6.8212103 × 10^-12
Variance	1.0000332
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.400154698	1158	3.8%
0.1802374337	1142	3.8%
-0.08117340872	1021	3.4%
0.005963538758	1021	3.4%
0.5287852236	1000	3.3%
-0.2554473037	997	3.3%
0.09310048624	965	3.2%
0.3545113287	944	3.1%
1.313017751	927	3.1%
1.225880803	923	3.1%
Other values (72)	20037	66.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.305240465	16	0.1%
-3.043829623	10	< 0.1%
-2.956692675	32	0.1%
-2.869555728	49	0.2%
-2.782418781	60	0.2%
-2.695281833	34	0.1%
-2.608144886	13	< 0.1%
-2.521007938	20	0.1%
-2.433870991	129	0.4%
-2.346734043	114	0.4%

Value	Count	Frequency (%)
1.835839436	51	0.2%
1.748702488	157	0.5%
1.661565541	97	0.3%
1.574428593	380	1.3%
1.487291646	795	2.6%
1.400154698	1158	3.8%
1.313017751	927	3.1%
1.243308193	2	< 0.1%
1.225880803	923	3.1%
1.138743856	821	2.7%

Wind Speed
Real number (ℝ)

Distinct	348
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2732473 × 10^-16

Minimum	-1.3146317
Maximum	5.5019605
Zeros	0
Zeros (%)	0.0%
Negative	17851
Negative (%)	59.2%
Memory size	235.6 KiB

Quantile statistics

Minimum	-1.3146317
5-th percentile	-1.1158329
Q1	-0.72265287
median	-0.32505514
Q3	0.50548234
95-th percentile	2.0958733
Maximum	5.5019605
Range	6.8165922
Interquartile range (IQR)	1.2281352

Descriptive statistics

Standard deviation	1.0000166
Coefficient of variation (CV)	7.854064 × 10¹⁵
Kurtosis	1.9624162
Mean	1.2732473 × 10^-16
Median Absolute Deviation (MAD)	0.59197884
Skewness	1.3733848
Sum	5.1159077 × 10^-12
Variance	1.0000332
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.9214517378	3152	10.5%
-0.7226528722	3036	10.1%
-1.115832851	1976	6.6%
-0.5238540065	1953	6.5%
-0.3250551409	1351	4.5%
0.7307877234	1208	4.0%
0.2757592087	960	3.2%
0.05045382758	945	3.1%
0.9560931044	801	2.7%
1.185816238	787	2.6%
Other values (338)	13966	46.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.314631717	130	0.4%
-1.239529923	12	< 0.1%
-1.173263634	10	< 0.1%
-1.137921614	10	< 0.1%
-1.115832851	1976	6.6%
-1.102579593	46	0.2%
-1.076073078	23	0.1%
-1.049566562	26	0.1%
-1.04514881	9	< 0.1%
-1.0274778	17	0.1%

Value	Count	Frequency (%)
5.501960499	1	< 0.1%
4.596321222	13	< 0.1%
4.366598089	38	0.1%
4.141292707	69	0.2%
3.911569574	13	< 0.1%
3.686264193	73	0.2%
3.456541059	61	0.2%
3.231235678	109	0.4%
3.001512544	118	0.4%
2.776207163	188	0.6%

Wind Degree
Real number (ℝ)

Distinct	267
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.2826788 × 10^-16

Minimum	-1.7405793
Maximum	1.6747488
Zeros	0
Zeros (%)	0.0%
Negative	12551
Negative (%)	41.6%
Memory size	235.6 KiB

Quantile statistics

Minimum	-1.7405793
5-th percentile	-1.6457091
Q1	-1.0954617
median	0.39400078
Q3	0.82091679
95-th percentile	1.3901381
Maximum	1.6747488
Range	3.4153281
Interquartile range (IQR)	1.9163785

Descriptive statistics

Standard deviation	1.0000166
Coefficient of variation (CV)	-7.7963136 × 10¹⁵
Kurtosis	-1.1953445
Mean	-1.2826788 × 10^-16
Median Absolute Deviation (MAD)	0.61665646
Skewness	-0.40811194
Sum	-4.7748472 × 10^-12
Variance	1.0000332
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6122022996	2702	9.0%
0.8209167945	2563	8.5%
0.3940007822	1131	3.8%
1.039118312	1046	3.5%
0.1852862873	981	3.3%
-1.522377762	970	3.2%
-1.455968604	928	3.1%
-1.313663267	913	3.0%
-0.03291523006	896	3.0%
-1.740579279	850	2.8%
Other values (257)	17155	56.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.740579279	850	2.8%
-1.731092257	32	0.1%
-1.721605234	12	< 0.1%
-1.712118212	36	0.1%
-1.702631189	24	0.1%
-1.693144167	19	0.1%
-1.664683099	1	< 0.1%
-1.645709054	579	1.9%
-1.607760964	11	< 0.1%
-1.598273942	90	0.3%

Value	Count	Frequency (%)
1.674748819	316	1.0%
1.665261797	17	0.1%
1.655774774	7	< 0.1%
1.627313707	1	< 0.1%
1.617826684	16	0.1%
1.579878594	281	0.9%
1.551417527	20	0.1%
1.541930504	25	0.1%
1.485008369	132	0.4%
1.475521347	11	< 0.1%

Clouds
Real number (ℝ)

HIGH CORRELATION

Distinct	123
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.8988695 × 10^-17

Minimum	-2.2208169
Maximum	0.66580241
Zeros	0
Zeros (%)	0.0%
Negative	9654
Negative (%)	32.0%
Memory size	235.6 KiB

Quantile statistics

Minimum	-2.2208169
5-th percentile	-2.0764859
Q1	-0.45997912
median	0.66580241
Q3	0.66580241
95-th percentile	0.66580241
Maximum	0.66580241
Range	2.8866193
Interquartile range (IQR)	1.1257815

Descriptive statistics

Standard deviation	1.0000166
Coefficient of variation (CV)	1.1237569 × 10¹⁶
Kurtosis	-0.17129185
Mean	8.8988695 × 10^-17
Median Absolute Deviation (MAD)	0
Skewness	-1.2083876
Sum	-1.8189894 × 10^-12
Variance	1.0000332
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6658024093	16452	54.6%
-0.05585241982	939	3.1%
-2.047619748	670	2.2%
-2.220816907	627	2.1%
0.6369362161	437	1.5%
-2.018753555	369	1.2%
-2.191950714	353	1.2%
0.5214714435	327	1.1%
0.4926052503	299	1.0%
0.5503376366	290	1.0%
Other values (113)	9372	31.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.220816907	627	2.1%
-2.191950714	353	1.2%
-2.163084521	130	0.4%
-2.134218328	248	0.8%
-2.105352135	140	0.5%
-2.076485941	220	0.7%
-2.047619748	670	2.2%
-2.018753555	369	1.2%
-1.989887362	145	0.5%
-1.961021169	172	0.6%

Value	Count	Frequency (%)
0.6658024093	16452	54.6%
0.6600291707	1	< 0.1%
0.6369362161	437	1.5%
0.608070023	245	0.8%
0.5907503071	1	< 0.1%
0.5792038298	242	0.8%
0.5561108753	1	< 0.1%
0.5503376366	290	1.0%
0.5214714435	327	1.1%
0.5041517276	2	< 0.1%

Rain 1h
Real number (ℝ)

HIGH CORRELATION

Distinct	92
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2912997 × 10^-18

Minimum	-0.19823706
Maximum	14.208894
Zeros	0
Zeros (%)	0.0%
Negative	27924
Negative (%)	92.7%
Memory size	235.6 KiB

Quantile statistics

Minimum	-0.19823706
5-th percentile	-0.19823706
Q1	-0.19823706
median	-0.19823706
Q3	-0.19823706
95-th percentile	0.78275587
Maximum	14.208894
Range	14.407131
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.0000166
Coefficient of variation (CV)	7.744264 × 10¹⁷
Kurtosis	78.887993
Mean	1.2912997 × 10^-18
Median Absolute Deviation (MAD)	0
Skewness	7.8915796
Sum	0
Variance	1.0000332
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.198237058	27920	92.6%
0.7827558656	472	1.6%
1.475221459	73	0.2%
1.26363475	70	0.2%
4.360494763	53	0.2%
1.629102702	48	0.2%
1.340575371	48	0.2%
1.725278478	47	0.2%
2.360038605	46	0.2%
2.148451896	43	0.1%
Other values (82)	1315	4.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.198237058	27920	92.6%
-0.002038473276	4	< 0.1%
0.01334965102	1	< 0.1%
0.05181996174	21	0.1%
0.1095254278	5	< 0.1%
0.1479957386	1	< 0.1%
0.1672308939	16	0.1%
0.1864660493	1	< 0.1%
0.22493636	32	0.1%
0.2441715154	24	0.1%

Value	Count	Frequency (%)
14.20889431	29	0.1%
11.61214834	22	0.1%
11.26591554	15	< 0.1%
9.72710311	1	< 0.1%
9.150048449	35	0.1%
7.89976335	8	< 0.1%
7.842057884	23	0.1%
7.284238379	18	0.1%
6.82259465	5	< 0.1%
6.437891543	5	< 0.1%

Snow 1h
Real number (ℝ)

HIGH CORRELATION

Distinct	89
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.0525811 × 10^-20

Minimum	-0.17873054
Maximum	25.51671
Zeros	0
Zeros (%)	0.0%
Negative	28347
Negative (%)	94.1%
Memory size	235.6 KiB

Quantile statistics

Minimum	-0.17873054
5-th percentile	-0.17873054
Q1	-0.17873054
median	-0.17873054
Q3	-0.17873054
95-th percentile	0.64391066
Maximum	25.51671
Range	25.69544
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.0000166
Coefficient of variation (CV)	2.4676041 × 10¹⁹
Kurtosis	113.1547
Mean	4.0525811 × 10^-20
Median Absolute Deviation (MAD)	0
Skewness	9.0890642
Sum	-9.094947 × 10^-13
Variance	1.0000332
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.1787305426	28345	94.1%
0.4019573682	114	0.4%
1.418161212	95	0.3%
0.3051760497	79	0.3%
0.6923013235	70	0.2%
5.095851313	61	0.2%
1.708505167	57	0.2%
1.853677145	52	0.2%
0.4503480274	47	0.2%
0.9342546197	41	0.1%
Other values (79)	1174	3.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.1787305426	28345	94.1%
-0.05291482858	1	< 0.1%
-0.03355856488	1	< 0.1%
0.02451022619	1	< 0.1%
0.03418835803	2	< 0.1%
0.1406478083	1	< 0.1%
0.3051760497	79	0.3%
0.4019573682	114	0.4%
0.4503480274	47	0.2%
0.4987386866	9	< 0.1%

Value	Count	Frequency (%)
25.51670951	1	< 0.1%
17.48386008	1	< 0.1%
16.0321403	29	0.1%
15.11271777	6	< 0.1%
10.66077712	17	0.1%
7.950900208	1	< 0.1%
7.708946911	1	< 0.1%
7.466993615	22	0.1%
7.273430978	13	< 0.1%
7.17664966	21	0.1%

Departure Gate
Real number (ℝ)

HIGH CORRELATION

Distinct	75
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.351385

Minimum	0
Maximum	74
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	235.6 KiB

Quantile statistics

Minimum	0
5-th percentile	14
Q1	31
median	49
Q3	59
95-th percentile	70
Maximum	74
Range	74
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	17.23673
Coefficient of variation (CV)	0.38007064
Kurtosis	-0.82965202
Mean	45.351385
Median Absolute Deviation (MAD)	13
Skewness	-0.33396703
Sum	1366664
Variance	297.10487
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
52	4844	16.1%
66	751	2.5%
41	674	2.2%
65	671	2.2%
29	654	2.2%
28	642	2.1%
30	632	2.1%
18	630	2.1%
69	598	2.0%
64	591	2.0%
Other values (65)	19448	64.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	3	< 0.1%
2	2	< 0.1%
3	2	< 0.1%
4	116	0.4%
5	4	< 0.1%
6	53	0.2%
7	3	< 0.1%
8	18	0.1%
9	5	< 0.1%

Value	Count	Frequency (%)
74	161	0.5%
73	344	1.1%
72	396	1.3%
71	581	1.9%
70	524	1.7%
69	598	2.0%
68	541	1.8%
67	578	1.9%
66	751	2.5%
65	671	2.2%

Arrival IATA Code
Real number (ℝ)

HIGH CORRELATION

Distinct	267
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	156.92398

Minimum	0
Maximum	266
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	235.6 KiB

Quantile statistics

Minimum	0
5-th percentile	25
Q1	76
median	155
Q3	242
95-th percentile	261
Maximum	266
Range	266
Interquartile range (IQR)	166

Descriptive statistics

Standard deviation	82.040251
Coefficient of variation (CV)	0.52280253
Kurtosis	-1.388409
Mean	156.92398
Median Absolute Deviation (MAD)	84
Skewness	-0.16080862
Sum	4728904
Variance	6730.6027
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
261	2662	8.8%
114	1947	6.5%
246	1620	5.4%
71	1106	3.7%
237	1057	3.5%
155	899	3.0%
240	883	2.9%
229	799	2.7%
50	700	2.3%
76	628	2.1%
Other values (257)	17834	59.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
1	47	0.2%
2	3	< 0.1%
3	84	0.3%
4	35	0.1%
5	86	0.3%
6	6	< 0.1%
7	4	< 0.1%
8	2	< 0.1%
9	39	0.1%

Value	Count	Frequency (%)
266	16	0.1%
265	112	0.4%
264	13	< 0.1%
263	68	0.2%
262	117	0.4%
261	2662	8.8%
260	255	0.8%
259	7	< 0.1%
258	10	< 0.1%
257	178	0.6%

Airline Name
Real number (ℝ)

Distinct	145
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54.617222

Minimum	0
Maximum	144
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	235.6 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	5
median	34
Q3	100
95-th percentile	134
Maximum	144
Range	144
Interquartile range (IQR)	95

Descriptive statistics

Standard deviation	50.51486
Coefficient of variation (CV)	0.92488885
Kurtosis	-1.4113985
Mean	54.617222
Median Absolute Deviation (MAD)	29
Skewness	0.46747445
Sum	1645890
Variance	2551.7511
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	6846	22.7%
134	3342	11.1%
18	2451	8.1%
81	1740	5.8%
6	1372	4.6%
121	1023	3.4%
48	827	2.7%
96	795	2.6%
123	697	2.3%
10	664	2.2%
Other values (135)	10378	34.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	372	1.2%
2	219	0.7%
3	283	0.9%
4	82	0.3%
5	6846	22.7%
6	1372	4.6%
7	1	< 0.1%
8	30	0.1%
9	366	1.2%

Value	Count	Frequency (%)
144	1	< 0.1%
143	2	< 0.1%
142	573	1.9%
141	1	< 0.1%
140	1	< 0.1%
139	20	0.1%
138	1	< 0.1%
137	1	< 0.1%
136	10	< 0.1%
135	2	< 0.1%

Weather Main
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5800564

Minimum	0
Maximum	6
Zeros	3154
Zeros (%)	10.5%
Negative	0
Negative (%)	0.0%
Memory size	235.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	1
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.6161129
Coefficient of variation (CV)	1.0228198
Kurtosis	1.7527549
Mean	1.5800564
Median Absolute Deviation (MAD)	0
Skewness	1.7729882
Sum	47615
Variance	2.611821
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1	21613	71.7%
0	3154	10.5%
5	1931	6.4%
6	1689	5.6%
4	1335	4.4%
2	366	1.2%
3	47	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3154	10.5%
1	21613	71.7%
2	366	1.2%
3	47	0.2%
4	1335	4.4%
5	1931	6.4%
6	1689	5.6%

Value	Count	Frequency (%)
6	1689	5.6%
5	1931	6.4%
4	1335	4.4%
3	47	0.2%
2	366	1.2%
1	21613	71.7%
0	3154	10.5%

Departure Time of Day
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.7 MiB

2.0	11454
0.0	9883
1.0	8656
3.0	142

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	90405
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
2.0	11454	38.0%
0.0	9883	32.8%
1.0	8656	28.7%
3.0	142	0.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2.0	11454	38.0%
0.0	9883	32.8%
1.0	8656	28.7%
3.0	142	0.5%

Most occurring characters

Value	Count	Frequency (%)
0	40018	44.3%
.	30135	33.3%
2	11454	12.7%
1	8656	9.6%
3	142	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	60270	66.7%
Other Punctuation	30135	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	40018	66.4%
2	11454	19.0%
1	8656	14.4%
3	142	0.2%

Other Punctuation

Value	Count	Frequency (%)
.	30135	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	90405	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	40018	44.3%
.	30135	33.3%
2	11454	12.7%
1	8656	9.6%
3	142	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	90405	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	40018	44.3%
.	30135	33.3%
2	11454	12.7%
1	8656	9.6%
3	142	0.2%

Weekday of Departure
Real number (ℝ)

ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0495769

Minimum	0
Maximum	6
Zeros	3990
Zeros (%)	13.2%
Negative	0
Negative (%)	0.0%
Memory size	235.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	5
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.0109042
Coefficient of variation (CV)	0.65940433
Kurtosis	-1.2825809
Mean	3.0495769
Median Absolute Deviation (MAD)	2
Skewness	-0.022508721
Sum	91899
Variance	4.0437357
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1	4824	16.0%
5	4605	15.3%
6	4508	15.0%
3	4478	14.9%
4	4054	13.5%
0	3990	13.2%
2	3676	12.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3990	13.2%
1	4824	16.0%
2	3676	12.2%
3	4478	14.9%
4	4054	13.5%
5	4605	15.3%
6	4508	15.0%

Value	Count	Frequency (%)
6	4508	15.0%
5	4605	15.3%
4	4054	13.5%
3	4478	14.9%
2	3676	12.2%
1	4824	16.0%
0	3990	13.2%

Weather Severity
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.7 MiB

1.0	26151
0.0	3984

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	90405
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	26151	86.8%
0.0	3984	13.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	26151	86.8%
0.0	3984	13.2%

Most occurring characters

Value	Count	Frequency (%)
0	34119	37.7%
.	30135	33.3%
1	26151	28.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	60270	66.7%
Other Punctuation	30135	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	34119	56.6%
1	26151	43.4%

Other Punctuation

Value	Count	Frequency (%)
.	30135	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	90405	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	34119	37.7%
.	30135	33.3%
1	26151	28.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	90405	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	34119	37.7%
.	30135	33.3%
1	26151	28.9%

Auto

Heatmap
Table

	Departure Delay (min)	Temperature	Feels Like	Pressure	Humidity	Wind Speed	Wind Degree	Clouds	Rain 1h	Snow 1h	Departure Gate	Arrival IATA Code	Airline Name	Weather Main	Weekday of Departure	Departure Time of Day	Weather Severity
Departure Delay (min)	1.000	-0.106	-0.113	-0.035	0.007	0.069	0.015	0.026	-0.003	0.093	-0.030	-0.034	0.011	0.049	-0.019	0.008	0.016
Temperature	-0.106	1.000	0.973	-0.331	-0.040	-0.120	0.057	0.094	0.215	-0.140	0.004	-0.013	0.012	0.099	-0.072	0.158	0.162
Feels Like	-0.113	0.973	1.000	-0.244	-0.078	-0.310	0.042	0.035	0.190	-0.179	0.005	-0.013	0.012	0.029	-0.079	0.150	0.107
Pressure	-0.035	-0.331	-0.244	1.000	-0.356	-0.338	-0.095	-0.383	-0.351	-0.168	0.012	-0.001	-0.005	-0.490	0.070	0.086	0.448
Humidity	0.007	-0.040	-0.078	-0.356	1.000	0.184	-0.175	0.325	0.330	0.224	0.007	0.029	-0.040	0.481	0.044	0.222	0.466
Wind Speed	0.069	-0.120	-0.310	-0.338	0.184	1.000	0.054	0.243	0.135	0.195	-0.002	0.002	0.002	0.301	0.023	0.071	0.265
Wind Degree	0.015	0.057	0.042	-0.095	-0.175	0.054	1.000	-0.184	-0.026	-0.174	-0.009	-0.007	0.008	-0.204	-0.023	0.077	0.172
Clouds	0.026	0.094	0.035	-0.383	0.325	0.243	-0.184	1.000	0.223	0.203	-0.010	0.001	0.011	0.583	0.011	0.084	0.277
Rain 1h	-0.003	0.215	0.190	-0.351	0.330	0.135	-0.026	0.223	1.000	-0.071	0.000	-0.001	-0.004	0.497	-0.079	0.074	0.547
Snow 1h	0.093	-0.140	-0.179	-0.168	0.224	0.195	-0.174	0.203	-0.071	1.000	-0.005	0.001	0.001	0.503	0.003	0.079	0.400
Departure Gate	-0.030	0.004	0.005	0.012	0.007	-0.002	-0.009	-0.010	0.000	-0.005	1.000	-0.530	0.155	-0.005	-0.003	0.151	0.000
Arrival IATA Code	-0.034	-0.013	-0.013	-0.001	0.029	0.002	-0.007	0.001	-0.001	0.001	-0.530	1.000	-0.095	-0.000	0.009	0.137	0.000
Airline Name	0.011	0.012	0.012	-0.005	-0.040	0.002	0.008	0.011	-0.004	0.001	0.155	-0.095	1.000	0.012	-0.015	0.209	0.013
Weather Main	0.049	0.099	0.029	-0.490	0.481	0.301	-0.204	0.583	0.497	0.503	-0.005	-0.000	0.012	1.000	-0.073	0.060	0.962
Weekday of Departure	-0.019	-0.072	-0.079	0.070	0.044	0.023	-0.023	0.011	-0.079	0.003	-0.003	0.009	-0.015	-0.073	1.000	0.019	0.205
Departure Time of Day	0.008	0.158	0.150	0.086	0.222	0.071	0.077	0.084	0.074	0.079	0.151	0.137	0.209	0.060	0.019	1.000	0.011
Weather Severity	0.016	0.162	0.107	0.448	0.466	0.265	0.172	0.277	0.547	0.400	0.000	0.000	0.013	0.962	0.205	0.011	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Departure Delay (min)	Temperature	Feels Like	Pressure	Humidity	Wind Speed	Wind Degree	Clouds	Rain 1h	Snow 1h	Departure Gate	Arrival IATA Code	Airline Name	Weather Main	Departure Time of Day	Weather Severity
0	-0.175553	-0.592618	-0.456049	0.639606	-1.823912	-0.665222	-1.503404	-1.816690	-0.198237	-0.178731	43.0	117.0	1.0	1.0	1.0	1.0
1	0.124795	-0.592618	-0.456049	0.639606	-1.823912	-0.665222	-1.503404	-1.816690	-0.198237	-0.178731	45.0	38.0	44.0	1.0	1.0	1.0
2	-0.866354	-0.592618	-0.456049	0.639606	-1.823912	-0.665222	-1.503404	-1.816690	-0.198237	-0.178731	38.0	5.0	10.0	1.0	1.0	1.0
3	2.587649	-0.592618	-0.456049	0.639606	-1.823912	-0.665222	-1.503404	-1.816690	-0.198237	-0.178731	30.0	261.0	33.0	1.0	1.0	1.0
4	0.034690	-0.592618	-0.456049	0.639606	-1.823912	-0.665222	-1.503404	-1.816690	-0.198237	-0.178731	41.0	261.0	95.0	1.0	1.0	1.0
5	-0.235623	-0.592618	-0.456049	0.639606	-1.823912	-0.665222	-1.503404	-1.816690	-0.198237	-0.178731	71.0	109.0	6.0	1.0	1.0	1.0
6	0.485212	-0.592618	-0.456049	0.639606	-1.823912	-0.665222	-1.503404	-1.816690	-0.198237	-0.178731	29.0	256.0	123.0	1.0	1.0	1.0
7	-0.836319	-0.592618	-0.456049	0.639606	-1.823912	-0.665222	-1.503404	-1.816690	-0.198237	-0.178731	61.0	57.0	134.0	1.0	1.0	1.0
8	-0.505936	-0.631632	-0.610043	0.542287	-1.823912	-0.333891	-1.067001	-1.325965	-0.198237	-0.178731	27.0	253.0	5.0	1.0	1.0	1.0
9	-0.295693	-0.631632	-0.610043	0.542287	-1.823912	-0.333891	-1.067001	-1.325965	-0.198237	-0.178731	58.0	114.0	134.0	1.0	1.0	1.0

	Departure Delay (min)	Temperature	Feels Like	Pressure	Humidity	Wind Speed	Wind Degree	Clouds	Rain 1h	Snow 1h	Departure Gate	Arrival IATA Code	Airline Name	Weather Main	Departure Time of Day	Weekday of Departure	Weather Severity
30125	0.395108	-1.577427	-1.776576	-0.236268	0.093100	0.956093	0.726047	0.665802	-0.198237	-0.178731	48.0	191.0	18.0	1.0	1.0	2.0	1.0
30126	-0.475901	-1.640086	-1.540049	-0.138949	-1.736775	-0.523854	0.394001	0.232810	-0.198237	-0.178731	52.0	71.0	5.0	1.0	1.0	0.0	1.0
30127	-0.866354	-1.864712	-2.021155	-0.138949	1.225881	0.686610	0.678611	0.608070	-0.198237	-0.178731	52.0	15.0	118.0	1.0	0.0	2.0	1.0
30128	0.515247	-1.666095	-1.464561	-0.138949	-0.255447	-0.722653	0.820917	0.636936	-0.198237	-0.178731	52.0	237.0	5.0	1.0	0.0	2.0	1.0
30129	-0.235623	-1.577427	-1.776576	-0.236268	0.093100	0.956093	0.726047	0.665802	-0.198237	-0.178731	52.0	114.0	5.0	1.0	1.0	2.0	1.0
30130	0.845630	-2.118895	-2.128851	-0.236268	1.138744	-0.249953	0.498358	-0.488845	-0.198237	-0.178731	47.0	127.0	18.0	1.0	1.0	0.0	1.0
30131	1.836778	-1.908455	-2.058396	-0.236268	-1.126817	0.956093	0.820917	0.665802	-0.198237	-0.178731	52.0	261.0	5.0	1.0	0.0	2.0	1.0
30132	-0.866354	-1.748852	-1.922518	-0.236268	-0.342584	1.185816	0.915787	0.665802	-0.198237	-0.178731	52.0	245.0	99.0	1.0	0.0	2.0	1.0
30133	0.365073	-1.748852	-1.922518	-0.236268	-0.342584	1.185816	0.915787	0.665802	-0.198237	-0.178731	52.0	242.0	5.0	1.0	0.0	2.0	1.0
30134	0.244934	-1.577427	-1.776576	-0.236268	0.093100	0.956093	0.726047	0.665802	-0.198237	-0.178731	52.0	114.0	5.0	1.0	1.0	2.0	1.0

Most frequently occurring

	Departure Delay (min)	Temperature	Feels Like	Pressure	Humidity	Wind Speed	Wind Degree	Clouds	Rain 1h	Snow 1h	Departure Gate	Arrival IATA Code	Airline Name	Weather Main	Departure Time of Day	Weekday of Departure	Weather Severity	# duplicates
0	-0.866354	-2.170913	-2.278819	0.931565	1.225881	0.028365	-1.503404	0.261676	-0.198237	-0.178731	64.0	65.0	134.0	1.0	0.0	5.0	1.0	2
1	-0.866354	-1.781955	-1.950700	0.639606	1.051607	0.315519	-1.465456	-1.499162	-0.198237	-0.178731	62.0	128.0	18.0	1.0	2.0	5.0	1.0	2
2	-0.866354	-1.707474	-1.531997	0.444968	1.574429	-0.674058	-1.493917	0.636936	-0.198237	-0.178731	15.0	229.0	6.0	1.0	2.0	6.0	1.0	2
3	-0.866354	-1.705109	-1.180728	0.347648	1.574429	-1.137922	-1.180845	0.665802	-0.198237	-0.178731	40.0	169.0	10.0	1.0	2.0	6.0	1.0	2
4	-0.866354	-1.649544	-1.473620	0.444968	1.574429	-0.678475	-1.418021	0.665802	-0.198237	-0.178731	52.0	221.0	9.0	1.0	2.0	6.0	1.0	2
5	-0.866354	-1.305511	-1.443425	0.931565	-0.516858	0.227164	-1.370585	0.550338	-0.198237	-0.178731	26.0	250.0	92.0	1.0	0.0	5.0	1.0	2
6	-0.866354	-1.305511	-1.443425	0.931565	-0.516858	0.227164	-1.370585	0.550338	-0.198237	-0.178731	40.0	191.0	5.0	1.0	0.0	5.0	1.0	2
7	-0.866354	-1.239305	-1.322645	0.834245	-0.603995	0.019530	-1.332637	0.463739	-0.198237	-0.178731	34.0	171.0	6.0	1.0	0.0	5.0	1.0	2
8	-0.866354	-1.239305	-1.322645	0.834245	-0.603995	0.019530	-1.332637	0.463739	-0.198237	-0.178731	67.0	139.0	134.0	1.0	0.0	5.0	1.0	2
9	-0.866354	-1.171917	-1.431347	0.736926	-1.039680	1.185816	-1.455969	0.665802	-0.198237	-0.178731	52.0	246.0	95.0	1.0	2.0	5.0	1.0	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring